{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1c98bc3c80fc44ca9a0fbf7a9795c226",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/13 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 获取中国外汇储备和黄金储备数据，并获取最近二十四条数据（按时间正序排序后取后24条）\n",
    "macro_china_foreign_exchange_gold_df = ak.macro_china_foreign_exchange_gold()\n",
    "recent_exchange_data = macro_china_foreign_exchange_gold_df.tail(24)\n",
    "\n",
    "# 提取外汇储备和黄金储备的数据\n",
    "x_labels = recent_exchange_data['统计时间']\n",
    "foreign_exchange = recent_exchange_data['国家外汇储备']\n",
    "gold_reserves = recent_exchange_data['黄金储备']\n",
    "\n",
    "# 创建一个绘图对象\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# 绘制左侧 y 轴曲线（外汇储备）\n",
    "ax1.plot(x_labels, foreign_exchange, label='Foreign Exchange Reserves (亿美元)', color='blue')\n",
    "ax1.set_xlabel('Month')\n",
    "ax1.set_ylabel('Foreign Exchange Reserves (亿美元)', color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 旋转 x 轴标签\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# 创建右侧 y 轴，并绘制黄金储备曲线\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x_labels, gold_reserves, label='Gold Reserves (万盎司)', color='orange')\n",
    "ax2.set_ylabel('Gold Reserves (万盎司)', color='orange')\n",
    "ax2.tick_params(axis='y', labelcolor='orange')\n",
    "\n",
    "# 添加标题\n",
    "plt.title('Foreign Exchange Reserves and Gold Reserves in the Recent 24 Months')\n",
    "\n",
    "# 添加图例\n",
    "fig.legend(loc='upper left', bbox_to_anchor=(0.1, 0.9))\n",
    "\n",
    "# 展示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
